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Developing and Evaluating a Machine-Learning Opioid Overdose Prediction & Risk-Stratification Tool in Primary Care
NCT06810076 · View on ClinicalTrials.gov ↗
Study Summary
This clinical trial aims to evaluate the pilot implementation of a machine-learning (ML)-driven clinical decision support (CDS) tool designed to predict opioid overdose risk within the electronic health record (EHR) system at UF Health Internal Medicine and Family Medicine clinics in Gainesville, Florida. The study will use a pre- versus post-implementation design to compare outcomes within clinics, focusing on measures such as naloxone prescribing rates and opioid overdose occurrences. Researchers will also assess the usability, acceptability, and feasibility of the CDS tool through qualitative interviews with primary care clinicians (PCPs) in the participating clinics.
Conditions Studied
Interventions
- BEHAVIORAL Machine Learning-Based Clinical Decision Support: Overdose Prevention Alert (OPA) Intervention
Study Locations (1)
Florida
- University of Florida Health Internal Medicine and Family Medicine — Gainesville
Trial Details
| Field | Value |
|---|---|
| Enrollment Target | 2,000 participants |
| Start Date | 2025-04-08 |
| Est. Completion | 2026-10-02 |
| Phase | NA |
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Full Details on ClinicalTrials.gov ↗What the Registry Record Tells You About NCT06810076
The ClinicalTrials.gov registry entry for NCT06810076 describes a study currently listed as recruiting. It is categorized as NA, which is the standard way researchers label where a study sits along the investigational pathway from early safety work through later efficacy and post-marketing evaluation. The registered enrollment target is 2,000 participants, a figure that helps gauge the scale of data the investigators plan to collect. The listed sponsor is University of Pittsburgh, which has 1,082 total studies on file at ClinicalTrials.gov, and sponsors are the parties responsible for study design, oversight, and regulatory filings.
The record links to 6 conditions, with Opioid-Related Disorders appearing as the primary indexed condition, and to 1 intervention — of which Machine Learning-Based Clinical Decision Support: Overdose Prevention Alert (OPA) Intervention is the first listed. Interventions can include drugs, devices, procedures, behavioral programs, or observational arms, and each is tracked as a separate registry field so that downstream queries can filter accurately. When a trial lists multiple interventions, it usually reflects a multi-arm design or a comparison protocol rather than a single treatment being tested in isolation. The brief summary published in the registry is the clearest source of protocol intent and should be read before drawing conclusions from any sidebar tags.
Geographic footprint matters for practical reasons: NCT06810076 reports 1 study location spanning 1 distinct geographic area — top geographies include Florida. A larger site network tends to correlate with broader recruitment capacity, but it does not imply anything about study quality, and site-level enrollment status can diverge from the overall registry status shown above. Every data point on this page comes from the public ClinicalTrials.gov dataset and is reproduced here for reference only; it is not a medical recommendation, an endorsement of the sponsor, or an invitation to enroll. Verify current status, eligibility criteria, and contact details directly at ClinicalTrials.gov, and discuss any participation decision with your own healthcare provider.
Frequently Asked Questions
What is clinical trial NCT06810076 about?
NCT06810076 is a clinical study titled "Developing and Evaluating a Machine-Learning Opioid Overdose Prediction & Risk-Stratification Tool in Primary Care". This clinical trial aims to evaluate the pilot implementation of a machine-learning (ML)-driven clinical decision support (CDS) tool designed to predict opioid overdose risk within the electronic health record (EHR) system at UF Health Internal Medicine and Family Medicine clinics in Gainesville, Fl...
What is the current status of trial NCT06810076?
This trial is currently recruiting. It is a NA study. The enrollment target is 2,000 participants. The study started on 2025-04-08. Estimated completion is 2026-10-02.
What conditions does trial NCT06810076 study?
This clinical trial studies the following conditions: Opioid-Related Disorders, Mental Disorders, Substance-related Disorders, Narcotic-Related Disorders, Chemically-Induced Disorders. These conditions were identified from the trial registry and reflect the primary focus areas of the research.
What interventions are being tested in trial NCT06810076?
The interventions under investigation include: Machine Learning-Based Clinical Decision Support: Overdose Prevention Alert (OPA) Intervention (BEHAVIORAL). Each intervention is being evaluated for safety and efficacy as part of this clinical study.
Who is sponsoring clinical trial NCT06810076?
This trial is sponsored by University of Pittsburgh, which has 1,082 total clinical trials registered on ClinicalTrials.gov. The sponsor is responsible for the study's design, funding, and regulatory compliance.
Where is trial NCT06810076 being conducted?
This trial has 1 study location across Florida. Contact the study sites directly through ClinicalTrials.gov for enrollment availability.
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